{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Matplotlib-折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.rcParams['font.sans-serif'] = 'SimHei'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 绘制一条线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 5))\n",
    "\n",
    "x = [\"Mon\", \"Tues\", \"Wed\", \"Thur\", \"Fri\",\"Sat\",\"Sun\"]\n",
    "y = [20, 40, 35, 55, 42, 80, 50]\n",
    "\n",
    "plt.plot(x, y, c=\"g\", marker='D', markersize=5)\n",
    "\n",
    "#绘制坐标轴标签\n",
    "plt.xlabel(\"星期\")\n",
    "plt.ylabel(\"活跃度\")\n",
    "plt.title(\"Python语言活跃度\")\n",
    "\n",
    "for x1, y1 in zip(x, y):\n",
    "    plt.text(x1, y1, str(y1), ha='center', va='bottom', fontsize=16)\n",
    "\n",
    "plt.savefig('images/5-1.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 绘制多条线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 5))\n",
    "\n",
    "x = np.random.randint(0, 10, size=15)\n",
    "\n",
    "plt.plot(x, marker='*', color='r')\n",
    "plt.plot(x.cumsum(), marker='o')\n",
    "\n",
    "plt.savefig('images/5-2.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pandas获取Excel数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>月份</th>\n",
       "      <th>语文</th>\n",
       "      <th>数学</th>\n",
       "      <th>英语</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1月</td>\n",
       "      <td>96</td>\n",
       "      <td>81</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2月</td>\n",
       "      <td>100</td>\n",
       "      <td>73</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3月</td>\n",
       "      <td>62</td>\n",
       "      <td>100</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4月</td>\n",
       "      <td>63</td>\n",
       "      <td>100</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5月</td>\n",
       "      <td>71</td>\n",
       "      <td>82</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   月份   语文   数学  英语\n",
       "0  1月   96   81  97\n",
       "1  2月  100   73  99\n",
       "2  3月   62  100  67\n",
       "3  4月   63  100  84\n",
       "4  5月   71   82  92"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel('data/plot.xlsx', sheet_name='line')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "x, y1, y2, y3 = df['月份'], df['语文'], df['数学'], df['英语']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画折线图\n",
    "# 画布大小\n",
    "plt.figure(figsize=(7, 4))\n",
    "\n",
    "# ms: marker size 标记点的大小\n",
    "# alpha: 透明度 0~1之间，1表式不透明，0表式完全透明\n",
    "plt.plot(x, y1, label='语文', c='g', ls='--', marker='*', mfc='y', ms=10, alpha=0.5)\n",
    "plt.plot(x, y2, label='数学', c='b', ls='-.', marker='o', mfc='w', ms=10)\n",
    "plt.plot(x, y3, label='英语', c='r', ls=':', marker='+', mfc='w', ms=10, alpha=0.5)\n",
    "\n",
    "plt.yticks(range(0, 110, 10))  # y轴的刻度\n",
    "plt.ylabel('成绩')\n",
    "plt.xlabel('月份')\n",
    "plt.title('成绩的变化趋势')\n",
    "\n",
    "plt.legend()  # 图例\n",
    "plt.grid(axis='y')\n",
    "\n",
    "plt.savefig('images/5-3.png')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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